Counterfactual Reasoning for Bias Evaluation and Detection in a Fairness under Unawareness setting.
Giandomenico CornacchiaVito Walter AnelliFedelucio NarducciAzzurra RagoneEugenio Di SciascioPublished in: CoRR (2023)
Keyphrases
- automatic detection
- detection method
- object detection
- causal reasoning
- automated reasoning
- logical framework
- detection scheme
- detection algorithm
- false alarms
- image sequences
- reasoning process
- legal reasoning
- false positives
- evaluation process
- qualitative reasoning
- evaluation method
- meta level
- target detection
- evaluation model
- detection accuracy
- evaluation criteria
- database
- detection rate
- trade off
- expert systems
- object recognition
- knowledge base
- information systems
- search engine
- data mining